TheoremBase

Each claim follows by adding, or scaling, the two second-order estimates supplied by the hypotheses, after splitting the parameter into halves in the case of a sum and dividing it by the absolute value of the scalar in the case of a multiple.

Proof

Throughout we use the notation of the statement. We record two identities used repeatedly: for h∈Rnh\in\mathbb{R}^{n}, claims 2, 4 and 5 of The Dot Product on Rn\mathbb{R}^n Is Symmetric, Bilinear and Positive Definite give

(p+p′)⋅h=p⋅h+p′⋅h,(μp)⋅h=μ (p⋅h),(p+p')\cdot h=p\cdot h+p'\cdot h,\qquad (\mu p)\cdot h=\mu\,(p\cdot h),

and claim 1 of Linearity of the Matrix-Vector Product and the Quadratic Form as a Double Sum together with claim 5 of The Dot Product on Rn\mathbb{R}^n Is Symmetric, Bilinear and Positive Definite gives

h⋅((B+B′)h)=h⋅(Bh)+h⋅(B′h),h⋅((μB)h)=μ (h⋅(Bh)).h\cdot\bigl((B+B')h\bigr)=h\cdot(Bh)+h\cdot(B'h),\qquad h\cdot\bigl((\mu B)h\bigr)=\mu\,\bigl(h\cdot(Bh)\bigr).

Claim 1. Let ε∈R\varepsilon\in\mathbb{R} be positive. Then ε2\tfrac{\varepsilon}{2} is positive by claim 8 of Elementary Order Arithmetic in an Ordered Field. By Twice Differentiability at a Point (i) applied to ff and to gg with the parameter ε2\tfrac{\varepsilon}{2}, there are positive δ1,δ2∈R\delta_{1},\delta_{2}\in\mathbb{R} such that every h∈Rnh\in\mathbb{R}^{n} with ∥h∥<δ1\lVert h\rVert<\delta_{1} satisfies y+h∈Uy+h\in U and

∣f(y+h)−f(y)−p⋅h−12h⋅(Bh)∣≤ε2∥h∥2,\Bigl|f(y+h)-f(y)-p\cdot h-\tfrac{1}{2}h\cdot(Bh)\Bigr|\le\tfrac{\varepsilon}{2}\lVert h\rVert^{2},

and every hh with ∥h∥<δ2\lVert h\rVert<\delta_{2} satisfies y+h∈Uy+h\in U and the corresponding estimate for gg, p′p' and B′B'. Let δ\delta be the smaller of δ1\delta_{1} and δ2\delta_{2}, which exists by claim 9 of Elementary Order Arithmetic in an Ordered Field and is positive. Let h∈Rnh\in\mathbb{R}^{n} with ∥h∥<δ\lVert h\rVert<\delta; then y+h∈Uy+h\in U and both estimates hold. By the identities recorded above,

(f+g)(y+h)−(f+g)(y)−(p+p′)⋅h−12h⋅((B+B′)h)(f+g)(y+h)-(f+g)(y)-(p+p')\cdot h-\tfrac{1}{2}h\cdot\bigl((B+B')h\bigr)

is the sum of the two quantities whose absolute values are estimated, so by claim 5 of Properties of the Absolute Value in an Ordered Field its absolute value is at most ε2∥h∥2+ε2∥h∥2=ε∥h∥2\tfrac{\varepsilon}{2}\lVert h\rVert^{2}+\tfrac{\varepsilon}{2}\lVert h\rVert^{2}=\varepsilon\lVert h\rVert^{2}, the last equality by claim 8 of Elementary Order Arithmetic in an Ordered Field. As ε\varepsilon was an arbitrary positive real number, f+gf+g is twice differentiable at yy with first-order coefficient p+p′p+p' and Hessian B+B′B+B'.

Claim 2. Suppose first μ=0\mu=0. Then μf\mu f is the function with constant value 00, μp\mu p is the origin of Rn\mathbb{R}^{n} and μB=0n\mu B=0_{n}, the real n×nn\times n matrix all of whose entries are 00, which lies in S(n)\mathcal{S}(n). For every hh we have (μp)⋅h=0(\mu p)\cdot h=0 and h⋅((μB)h)=0h\cdot\bigl((\mu B)h\bigr)=0 by the identities recorded above, so the quantity to be estimated is 00, and 0≤ε∥h∥20\le\varepsilon\lVert h\rVert^{2} for every positive ε\varepsilon; any positive δ\delta with the property that ∥h∥<δ\lVert h\rVert<\delta implies y+h∈Uy+h\in U will do, and such a δ\delta exists because UU is open and y∈Uy\in U.

Suppose now μ≠0\mu\ne0, so that 0<∣μ∣0<|\mu| by claim 1 of Properties of the Absolute Value in an Ordered Field and ∣μ∣−1|\mu|^{-1} exists and is positive by claim 7 of Elementary Order Arithmetic in an Ordered Field. Let ε\varepsilon be positive and apply Twice Differentiability at a Point (i) to ff with the positive parameter ε ∣μ∣−1\varepsilon\,|\mu|^{-1}, obtaining a positive δ\delta such that ∥h∥<δ\lVert h\rVert<\delta implies y+h∈Uy+h\in U and

∣f(y+h)−f(y)−p⋅h−12h⋅(Bh)∣≤ε ∣μ∣−1∥h∥2.\Bigl|f(y+h)-f(y)-p\cdot h-\tfrac{1}{2}h\cdot(Bh)\Bigr|\le\varepsilon\,|\mu|^{-1}\lVert h\rVert^{2}.

By the identities recorded above, the corresponding quantity for μf\mu f, μp\mu p and μB\mu B equals μ\mu times the quantity for ff, pp and BB, so by claim 4 of Properties of the Absolute Value in an Ordered Field its absolute value is at most ∣μ∣ ε ∣μ∣−1∥h∥2=ε∥h∥2|\mu|\,\varepsilon\,|\mu|^{-1}\lVert h\rVert^{2}=\varepsilon\lVert h\rVert^{2}.

Claim 3. By claim 2 with μ=−1\mu=-1, the function (−1)g(-1)g is twice differentiable at yy with first-order coefficient (−1)p′(-1)p' and Hessian (−1)B′(-1)B'. The function f−gf-g is f+(−1)gf+(-1)g, and p+(−1)p′=p−p′p+(-1)p'=p-p' and B+(−1)B′=B−B′B+(-1)B'=B-B', these being the definitions of the difference of points of Rn\mathbb{R}^{n} and of the difference of real matrices read entrywise. Claim 1 now gives the assertion.

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